Overview
Brought to you by YData
Dataset statistics
| Number of variables | 16 |
|---|---|
| Number of observations | 4238 |
| Missing cells | 645 |
| Missing cells (%) | 1.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 529.9 KiB |
| Average record size in memory | 128.0 B |
Variable types
| Categorical | 8 |
|---|---|
| Numeric | 8 |
cigsPerDay is highly overall correlated with currentSmoker | High correlation |
currentSmoker is highly overall correlated with cigsPerDay | High correlation |
diaBP is highly overall correlated with prevalentHyp and 1 other fields | High correlation |
diabetes is highly overall correlated with glucose | High correlation |
glucose is highly overall correlated with diabetes | High correlation |
prevalentHyp is highly overall correlated with diaBP and 1 other fields | High correlation |
sysBP is highly overall correlated with diaBP and 1 other fields | High correlation |
BPMeds is highly imbalanced (80.7%) | Imbalance |
prevalentStroke is highly imbalanced (94.8%) | Imbalance |
diabetes is highly imbalanced (82.8%) | Imbalance |
education has 105 (2.5%) missing values | Missing |
BPMeds has 53 (1.3%) missing values | Missing |
totChol has 50 (1.2%) missing values | Missing |
glucose has 388 (9.2%) missing values | Missing |
cigsPerDay has 2144 (50.6%) zeros | Zeros |
Reproduction
| Analysis started | 2024-11-09 10:47:33.351223 |
|---|---|
| Analysis finished | 2024-11-09 10:47:40.220080 |
| Duration | 6.87 seconds |
| Software version | ydata-profiling vv4.12.0 |
| Download configuration | config.json |
Variables
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 2419 | |
| 1 | 1819 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 2419 | |
| 1 | 1819 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2419 | |
| 1 | 1819 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4238 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2419 | |
| 1 | 1819 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4238 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2419 | |
| 1 | 1819 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4238 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2419 | |
| 1 | 1819 |
age
Real number (ℝ)
| Distinct | 39 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49.584946 |
| Minimum | 32 |
|---|---|
| Maximum | 70 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 33.2 KiB |
Quantile statistics
| Minimum | 32 |
|---|---|
| 5-th percentile | 37 |
| Q1 | 42 |
| median | 49 |
| Q3 | 56 |
| 95-th percentile | 64 |
| Maximum | 70 |
| Range | 38 |
| Interquartile range (IQR) | 14 |
Descriptive statistics
| Standard deviation | 8.5721599 |
|---|---|
| Coefficient of variation (CV) | 0.17287828 |
| Kurtosis | -0.98963585 |
| Mean | 49.584946 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0.22814578 |
| Sum | 210141 |
| Variance | 73.481926 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=39)
| Value | Count | Frequency (%) |
| 40 | 191 | 4.5% |
| 46 | 182 | 4.3% |
| 42 | 180 | 4.2% |
| 41 | 174 | 4.1% |
| 48 | 173 | 4.1% |
| 39 | 169 | 4.0% |
| 44 | 166 | 3.9% |
| 45 | 162 | 3.8% |
| 43 | 159 | 3.8% |
| 52 | 149 | 3.5% |
| Other values (29) | 2533 |
| Value | Count | Frequency (%) |
| 32 | 1 | < 0.1% |
| 33 | 5 | 0.1% |
| 34 | 18 | 0.4% |
| 35 | 42 | 1.0% |
| 36 | 84 | |
| 37 | 92 | |
| 38 | 144 | |
| 39 | 169 | |
| 40 | 191 | |
| 41 | 174 |
| Value | Count | Frequency (%) |
| 70 | 2 | < 0.1% |
| 69 | 7 | 0.2% |
| 68 | 18 | 0.4% |
| 67 | 45 | |
| 66 | 38 | 0.9% |
| 65 | 57 | |
| 64 | 93 | |
| 63 | 110 | |
| 62 | 99 | |
| 61 | 110 |
education
Categorical
Missing
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 105 |
| Missing (%) | 2.5% |
| Memory size | 215.8 KiB |
| 1.0 | |
|---|---|
| 2.0 | |
| 3.0 | |
| 4.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 4.0 |
|---|---|
| 2nd row | 2.0 |
| 3rd row | 1.0 |
| 4th row | 3.0 |
| 5th row | 3.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 1720 | |
| 2.0 | 1253 | |
| 3.0 | 687 | 16.2% |
| 4.0 | 473 | 11.2% |
| (Missing) | 105 | 2.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 1720 | |
| 2.0 | 1253 | |
| 3.0 | 687 | 16.6% |
| 4.0 | 473 | 11.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 4133 | |
| 0 | 4133 | |
| 1 | 1720 | |
| 2 | 1253 | 10.1% |
| 3 | 687 | 5.5% |
| 4 | 473 | 3.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 8266 | |
| Other Punctuation | 4133 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 4133 | |
| 1 | 1720 | |
| 2 | 1253 | 15.2% |
| 3 | 687 | 8.3% |
| 4 | 473 | 5.7% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 4133 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 12399 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 4133 | |
| 0 | 4133 | |
| 1 | 1720 | |
| 2 | 1253 | 10.1% |
| 3 | 687 | 5.5% |
| 4 | 473 | 3.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 12399 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 4133 | |
| 0 | 4133 | |
| 1 | 1720 | |
| 2 | 1253 | 10.1% |
| 3 | 687 | 5.5% |
| 4 | 473 | 3.8% |
currentSmoker
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 207.1 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 2144 | |
| 1 | 2094 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 2144 | |
| 1 | 2094 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2144 | |
| 1 | 2094 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4238 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2144 | |
| 1 | 2094 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4238 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2144 | |
| 1 | 2094 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4238 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2144 | |
| 1 | 2094 |
cigsPerDay
Real number (ℝ)
High correlation Zeros
| Distinct | 33 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 29 |
| Missing (%) | 0.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.0030886 |
| Minimum | 0 |
|---|---|
| Maximum | 70 |
| Zeros | 2144 |
| Zeros (%) | 50.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 33.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 20 |
| 95-th percentile | 30 |
| Maximum | 70 |
| Range | 70 |
| Interquartile range (IQR) | 20 |
Descriptive statistics
| Standard deviation | 11.920094 |
|---|---|
| Coefficient of variation (CV) | 1.3240005 |
| Kurtosis | 1.0233558 |
| Mean | 9.0030886 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.2479099 |
| Sum | 37894 |
| Variance | 142.08863 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=33)
| Value | Count | Frequency (%) |
| 0 | 2144 | |
| 20 | 734 | 17.3% |
| 30 | 217 | 5.1% |
| 15 | 210 | 5.0% |
| 10 | 143 | 3.4% |
| 9 | 130 | 3.1% |
| 5 | 121 | 2.9% |
| 3 | 100 | 2.4% |
| 40 | 80 | 1.9% |
| 1 | 67 | 1.6% |
| Other values (23) | 263 | 6.2% |
| Value | Count | Frequency (%) |
| 0 | 2144 | |
| 1 | 67 | 1.6% |
| 2 | 18 | 0.4% |
| 3 | 100 | 2.4% |
| 4 | 9 | 0.2% |
| 5 | 121 | 2.9% |
| 6 | 18 | 0.4% |
| 7 | 12 | 0.3% |
| 8 | 11 | 0.3% |
| 9 | 130 | 3.1% |
| Value | Count | Frequency (%) |
| 70 | 1 | < 0.1% |
| 60 | 11 | 0.3% |
| 50 | 6 | 0.1% |
| 45 | 3 | 0.1% |
| 43 | 56 | 1.3% |
| 40 | 80 | 1.9% |
| 38 | 1 | < 0.1% |
| 35 | 22 | 0.5% |
| 30 | 217 | |
| 29 | 1 | < 0.1% |
BPMeds
Categorical
Imbalance Missing
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 53 |
| Missing (%) | 1.3% |
| Memory size | 215.5 KiB |
| 0.0 | |
|---|---|
| 1.0 | 124 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 4061 | |
| 1.0 | 124 | 2.9% |
| (Missing) | 53 | 1.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 4061 | |
| 1.0 | 124 | 3.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 8246 | |
| . | 4185 | |
| 1 | 124 | 1.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 8370 | |
| Other Punctuation | 4185 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 8246 | |
| 1 | 124 | 1.5% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 4185 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 12555 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 8246 | |
| . | 4185 | |
| 1 | 124 | 1.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 12555 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 8246 | |
| . | 4185 | |
| 1 | 124 | 1.0% |
prevalentStroke
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 207.1 KiB |
| 0 | |
|---|---|
| 1 | 25 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 4213 | |
| 1 | 25 | 0.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 4213 | |
| 1 | 25 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 4213 | |
| 1 | 25 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4238 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 4213 | |
| 1 | 25 | 0.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4238 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 4213 | |
| 1 | 25 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4238 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 4213 | |
| 1 | 25 | 0.6% |
prevalentHyp
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 207.1 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 2922 | |
| 1 | 1316 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 2922 | |
| 1 | 1316 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2922 | |
| 1 | 1316 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4238 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2922 | |
| 1 | 1316 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4238 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2922 | |
| 1 | 1316 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4238 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2922 | |
| 1 | 1316 |
diabetes
Categorical
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 207.1 KiB |
| 0 | |
|---|---|
| 1 | 109 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 4129 | |
| 1 | 109 | 2.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 4129 | |
| 1 | 109 | 2.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 4129 | |
| 1 | 109 | 2.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4238 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 4129 | |
| 1 | 109 | 2.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4238 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 4129 | |
| 1 | 109 | 2.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4238 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 4129 | |
| 1 | 109 | 2.6% |
totChol
Real number (ℝ)
Missing
| Distinct | 248 |
|---|---|
| Distinct (%) | 5.9% |
| Missing | 50 |
| Missing (%) | 1.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 236.72159 |
| Minimum | 107 |
|---|---|
| Maximum | 696 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 33.2 KiB |
Quantile statistics
| Minimum | 107 |
|---|---|
| 5-th percentile | 170 |
| Q1 | 206 |
| median | 234 |
| Q3 | 263 |
| 95-th percentile | 312 |
| Maximum | 696 |
| Range | 589 |
| Interquartile range (IQR) | 57 |
Descriptive statistics
| Standard deviation | 44.590334 |
|---|---|
| Coefficient of variation (CV) | 0.18836615 |
| Kurtosis | 4.1315818 |
| Mean | 236.72159 |
| Median Absolute Deviation (MAD) | 29 |
| Skewness | 0.87142201 |
| Sum | 991390 |
| Variance | 1988.2979 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 240 | 85 | 2.0% |
| 220 | 70 | 1.7% |
| 260 | 62 | 1.5% |
| 210 | 61 | 1.4% |
| 232 | 59 | 1.4% |
| 250 | 57 | 1.3% |
| 200 | 56 | 1.3% |
| 225 | 54 | 1.3% |
| 230 | 54 | 1.3% |
| 205 | 53 | 1.3% |
| Other values (238) | 3577 | |
| (Missing) | 50 | 1.2% |
| Value | Count | Frequency (%) |
| 107 | 1 | |
| 113 | 1 | |
| 119 | 1 | |
| 124 | 1 | |
| 126 | 1 | |
| 129 | 1 | |
| 133 | 1 | |
| 135 | 2 | |
| 137 | 1 | |
| 140 | 2 |
| Value | Count | Frequency (%) |
| 696 | 1 | < 0.1% |
| 600 | 1 | < 0.1% |
| 464 | 1 | < 0.1% |
| 453 | 1 | < 0.1% |
| 439 | 1 | < 0.1% |
| 432 | 1 | < 0.1% |
| 410 | 3 | |
| 405 | 1 | < 0.1% |
| 398 | 1 | < 0.1% |
| 392 | 1 | < 0.1% |
sysBP
Real number (ℝ)
High correlation
| Distinct | 234 |
|---|---|
| Distinct (%) | 5.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 132.35241 |
| Minimum | 83.5 |
|---|---|
| Maximum | 295 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 33.2 KiB |
Quantile statistics
| Minimum | 83.5 |
|---|---|
| 5-th percentile | 104 |
| Q1 | 117 |
| median | 128 |
| Q3 | 144 |
| 95-th percentile | 175 |
| Maximum | 295 |
| Range | 211.5 |
| Interquartile range (IQR) | 27 |
Descriptive statistics
| Standard deviation | 22.038097 |
|---|---|
| Coefficient of variation (CV) | 0.16651074 |
| Kurtosis | 2.1550194 |
| Mean | 132.35241 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | 1.1453621 |
| Sum | 560909.5 |
| Variance | 485.6777 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 120 | 107 | 2.5% |
| 130 | 102 | 2.4% |
| 110 | 96 | 2.3% |
| 115 | 89 | 2.1% |
| 125 | 88 | 2.1% |
| 124 | 84 | 2.0% |
| 122 | 80 | 1.9% |
| 126 | 73 | 1.7% |
| 128 | 73 | 1.7% |
| 123 | 72 | 1.7% |
| Other values (224) | 3374 |
| Value | Count | Frequency (%) |
| 83.5 | 2 | < 0.1% |
| 85 | 1 | < 0.1% |
| 85.5 | 1 | < 0.1% |
| 90 | 2 | < 0.1% |
| 92 | 1 | < 0.1% |
| 92.5 | 2 | < 0.1% |
| 93 | 2 | < 0.1% |
| 93.5 | 2 | < 0.1% |
| 94 | 3 | |
| 95 | 7 |
| Value | Count | Frequency (%) |
| 295 | 1 | < 0.1% |
| 248 | 1 | < 0.1% |
| 244 | 1 | < 0.1% |
| 243 | 1 | < 0.1% |
| 235 | 1 | < 0.1% |
| 232 | 1 | < 0.1% |
| 230 | 1 | < 0.1% |
| 220 | 2 | |
| 217 | 1 | < 0.1% |
| 215 | 3 |
diaBP
Real number (ℝ)
High correlation
| Distinct | 146 |
|---|---|
| Distinct (%) | 3.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 82.893464 |
| Minimum | 48 |
|---|---|
| Maximum | 142.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 33.2 KiB |
Quantile statistics
| Minimum | 48 |
|---|---|
| 5-th percentile | 66 |
| Q1 | 75 |
| median | 82 |
| Q3 | 89.875 |
| 95-th percentile | 104.575 |
| Maximum | 142.5 |
| Range | 94.5 |
| Interquartile range (IQR) | 14.875 |
Descriptive statistics
| Standard deviation | 11.91085 |
|---|---|
| Coefficient of variation (CV) | 0.14368865 |
| Kurtosis | 1.2770996 |
| Mean | 82.893464 |
| Median Absolute Deviation (MAD) | 7.5 |
| Skewness | 0.71410218 |
| Sum | 351302.5 |
| Variance | 141.86834 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 80 | 262 | 6.2% |
| 82 | 152 | 3.6% |
| 85 | 137 | 3.2% |
| 70 | 135 | 3.2% |
| 81 | 131 | 3.1% |
| 84 | 122 | 2.9% |
| 90 | 119 | 2.8% |
| 78 | 116 | 2.7% |
| 87 | 113 | 2.7% |
| 75 | 108 | 2.5% |
| Other values (136) | 2843 |
| Value | Count | Frequency (%) |
| 48 | 1 | < 0.1% |
| 50 | 1 | < 0.1% |
| 51 | 1 | < 0.1% |
| 52 | 2 | < 0.1% |
| 53 | 1 | < 0.1% |
| 54 | 1 | < 0.1% |
| 55 | 3 | |
| 56 | 2 | < 0.1% |
| 57 | 6 | |
| 57.5 | 3 |
| Value | Count | Frequency (%) |
| 142.5 | 1 | < 0.1% |
| 140 | 1 | < 0.1% |
| 136 | 2 | < 0.1% |
| 135 | 2 | < 0.1% |
| 133 | 2 | < 0.1% |
| 132 | 1 | < 0.1% |
| 130 | 5 | |
| 129 | 1 | < 0.1% |
| 128 | 1 | < 0.1% |
| 127.5 | 1 | < 0.1% |
BMI
Real number (ℝ)
| Distinct | 1363 |
|---|---|
| Distinct (%) | 32.3% |
| Missing | 19 |
| Missing (%) | 0.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.802008 |
| Minimum | 15.54 |
|---|---|
| Maximum | 56.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 33.2 KiB |
Quantile statistics
| Minimum | 15.54 |
|---|---|
| 5-th percentile | 20.06 |
| Q1 | 23.07 |
| median | 25.4 |
| Q3 | 28.04 |
| 95-th percentile | 32.782 |
| Maximum | 56.8 |
| Range | 41.26 |
| Interquartile range (IQR) | 4.97 |
Descriptive statistics
| Standard deviation | 4.0801111 |
|---|---|
| Coefficient of variation (CV) | 0.15813153 |
| Kurtosis | 2.6568387 |
| Mean | 25.802008 |
| Median Absolute Deviation (MAD) | 2.49 |
| Skewness | 0.98197431 |
| Sum | 108858.67 |
| Variance | 16.647306 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 22.91 | 18 | 0.4% |
| 22.54 | 18 | 0.4% |
| 23.48 | 18 | 0.4% |
| 22.19 | 18 | 0.4% |
| 23.09 | 16 | 0.4% |
| 25.09 | 16 | 0.4% |
| 23.1 | 13 | 0.3% |
| 22.73 | 13 | 0.3% |
| 25.23 | 13 | 0.3% |
| 27.78 | 12 | 0.3% |
| Other values (1353) | 4064 | |
| (Missing) | 19 | 0.4% |
| Value | Count | Frequency (%) |
| 15.54 | 1 | |
| 15.96 | 1 | |
| 16.48 | 1 | |
| 16.59 | 2 | |
| 16.61 | 1 | |
| 16.69 | 1 | |
| 16.71 | 1 | |
| 16.73 | 1 | |
| 16.75 | 1 | |
| 16.87 | 1 |
| Value | Count | Frequency (%) |
| 56.8 | 1 | |
| 51.28 | 1 | |
| 45.8 | 1 | |
| 45.79 | 1 | |
| 44.71 | 1 | |
| 44.55 | 1 | |
| 44.27 | 1 | |
| 44.09 | 1 | |
| 43.69 | 1 | |
| 43.67 | 1 |
heartRate
Real number (ℝ)
| Distinct | 73 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 75.878924 |
| Minimum | 44 |
|---|---|
| Maximum | 143 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 33.2 KiB |
Quantile statistics
| Minimum | 44 |
|---|---|
| 5-th percentile | 60 |
| Q1 | 68 |
| median | 75 |
| Q3 | 83 |
| 95-th percentile | 98 |
| Maximum | 143 |
| Range | 99 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 12.026596 |
|---|---|
| Coefficient of variation (CV) | 0.15849719 |
| Kurtosis | 0.90748324 |
| Mean | 75.878924 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0.64448173 |
| Sum | 321499 |
| Variance | 144.63902 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 75 | 563 | 13.3% |
| 80 | 385 | 9.1% |
| 70 | 305 | 7.2% |
| 60 | 231 | 5.5% |
| 85 | 227 | 5.4% |
| 72 | 222 | 5.2% |
| 65 | 197 | 4.6% |
| 90 | 172 | 4.1% |
| 68 | 151 | 3.6% |
| 100 | 98 | 2.3% |
| Other values (63) | 1686 |
| Value | Count | Frequency (%) |
| 44 | 1 | < 0.1% |
| 45 | 2 | < 0.1% |
| 46 | 1 | < 0.1% |
| 47 | 1 | < 0.1% |
| 48 | 5 | 0.1% |
| 50 | 22 | |
| 51 | 1 | < 0.1% |
| 52 | 17 | |
| 53 | 11 | |
| 54 | 12 |
| Value | Count | Frequency (%) |
| 143 | 1 | < 0.1% |
| 140 | 1 | < 0.1% |
| 130 | 1 | < 0.1% |
| 125 | 3 | 0.1% |
| 122 | 2 | < 0.1% |
| 120 | 7 | 0.2% |
| 115 | 5 | 0.1% |
| 112 | 3 | 0.1% |
| 110 | 36 | |
| 108 | 8 | 0.2% |
glucose
Real number (ℝ)
High correlation Missing
| Distinct | 143 |
|---|---|
| Distinct (%) | 3.7% |
| Missing | 388 |
| Missing (%) | 9.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 81.966753 |
| Minimum | 40 |
|---|---|
| Maximum | 394 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 33.2 KiB |
Quantile statistics
| Minimum | 40 |
|---|---|
| 5-th percentile | 62 |
| Q1 | 71 |
| median | 78 |
| Q3 | 87 |
| 95-th percentile | 108.55 |
| Maximum | 394 |
| Range | 354 |
| Interquartile range (IQR) | 16 |
Descriptive statistics
| Standard deviation | 23.959998 |
|---|---|
| Coefficient of variation (CV) | 0.29231362 |
| Kurtosis | 58.674278 |
| Mean | 81.966753 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 6.2134019 |
| Sum | 315572 |
| Variance | 574.08151 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 75 | 193 | 4.6% |
| 77 | 167 | 3.9% |
| 73 | 156 | 3.7% |
| 80 | 152 | 3.6% |
| 70 | 152 | 3.6% |
| 83 | 151 | 3.6% |
| 78 | 148 | 3.5% |
| 74 | 141 | 3.3% |
| 85 | 127 | 3.0% |
| 76 | 127 | 3.0% |
| Other values (133) | 2336 | |
| (Missing) | 388 | 9.2% |
| Value | Count | Frequency (%) |
| 40 | 2 | < 0.1% |
| 43 | 1 | < 0.1% |
| 44 | 2 | < 0.1% |
| 45 | 4 | |
| 47 | 3 | |
| 48 | 1 | < 0.1% |
| 50 | 3 | |
| 52 | 2 | < 0.1% |
| 53 | 5 | |
| 54 | 5 |
| Value | Count | Frequency (%) |
| 394 | 2 | |
| 386 | 1 | |
| 370 | 1 | |
| 368 | 1 | |
| 348 | 1 | |
| 332 | 1 | |
| 325 | 1 | |
| 320 | 1 | |
| 297 | 1 | |
| 294 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 3594 | |
| 1 | 644 | 15.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 3594 | |
| 1 | 644 | 15.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 3594 | |
| 1 | 644 | 15.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4238 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 3594 | |
| 1 | 644 | 15.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4238 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 3594 | |
| 1 | 644 | 15.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4238 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 3594 | |
| 1 | 644 | 15.2% |
Interactions
Correlations
| BMI | BPMeds | TenYearCHD | age | cigsPerDay | currentSmoker | diaBP | diabetes | education | glucose | heartRate | male | prevalentHyp | prevalentStroke | sysBP | totChol | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| BMI | 1.000 | 0.136 | 0.087 | 0.145 | -0.140 | 0.156 | 0.375 | 0.103 | 0.084 | 0.071 | 0.056 | 0.208 | 0.293 | 0.209 | 0.324 | 0.148 |
| BPMeds | 0.136 | 1.000 | 0.084 | 0.132 | 0.023 | 0.045 | 0.216 | 0.045 | 0.000 | 0.085 | 0.069 | 0.049 | 0.259 | 0.107 | 0.283 | 0.069 |
| TenYearCHD | 0.087 | 0.084 | 1.000 | 0.220 | 0.058 | 0.011 | 0.156 | 0.094 | 0.084 | 0.123 | 0.000 | 0.086 | 0.176 | 0.055 | 0.210 | 0.077 |
| age | 0.145 | 0.132 | 0.220 | 1.000 | -0.215 | 0.226 | 0.209 | 0.097 | 0.145 | 0.116 | -0.015 | 0.009 | 0.301 | 0.064 | 0.391 | 0.289 |
| cigsPerDay | -0.140 | 0.023 | 0.058 | -0.215 | 1.000 | 0.846 | -0.089 | 0.000 | 0.042 | -0.090 | 0.078 | 0.326 | 0.104 | 0.000 | -0.111 | -0.041 |
| currentSmoker | 0.156 | 0.045 | 0.011 | 0.226 | 0.846 | 1.000 | 0.110 | 0.040 | 0.061 | 0.082 | 0.073 | 0.197 | 0.102 | 0.026 | 0.123 | 0.039 |
| diaBP | 0.375 | 0.216 | 0.156 | 0.209 | -0.089 | 0.110 | 1.000 | 0.050 | 0.047 | 0.047 | 0.179 | 0.069 | 0.637 | 0.040 | 0.778 | 0.186 |
| diabetes | 0.103 | 0.045 | 0.094 | 0.097 | 0.000 | 0.040 | 0.050 | 1.000 | 0.042 | 0.718 | 0.046 | 0.000 | 0.075 | 0.000 | 0.128 | 0.090 |
| education | 0.084 | 0.000 | 0.084 | 0.145 | 0.042 | 0.061 | 0.047 | 0.042 | 1.000 | 0.032 | 0.043 | 0.143 | 0.089 | 0.024 | 0.072 | 0.022 |
| glucose | 0.071 | 0.085 | 0.123 | 0.116 | -0.090 | 0.082 | 0.047 | 0.718 | 0.032 | 1.000 | 0.097 | 0.000 | 0.087 | 0.031 | 0.117 | 0.030 |
| heartRate | 0.056 | 0.069 | 0.000 | -0.015 | 0.078 | 0.073 | 0.179 | 0.046 | 0.043 | 0.097 | 1.000 | 0.114 | 0.140 | 0.000 | 0.171 | 0.089 |
| male | 0.208 | 0.049 | 0.086 | 0.009 | 0.326 | 0.197 | 0.069 | 0.000 | 0.143 | 0.000 | 0.114 | 1.000 | 0.000 | 0.000 | 0.105 | 0.083 |
| prevalentHyp | 0.293 | 0.259 | 0.176 | 0.301 | 0.104 | 0.102 | 0.637 | 0.075 | 0.089 | 0.087 | 0.140 | 0.000 | 1.000 | 0.070 | 0.709 | 0.160 |
| prevalentStroke | 0.209 | 0.107 | 0.055 | 0.064 | 0.000 | 0.026 | 0.040 | 0.000 | 0.024 | 0.031 | 0.000 | 0.000 | 0.070 | 1.000 | 0.057 | 0.000 |
| sysBP | 0.324 | 0.283 | 0.210 | 0.391 | -0.111 | 0.123 | 0.778 | 0.128 | 0.072 | 0.117 | 0.171 | 0.105 | 0.709 | 0.057 | 1.000 | 0.224 |
| totChol | 0.148 | 0.069 | 0.077 | 0.289 | -0.041 | 0.039 | 0.186 | 0.090 | 0.022 | 0.030 | 0.089 | 0.083 | 0.160 | 0.000 | 0.224 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| male | age | education | currentSmoker | cigsPerDay | BPMeds | prevalentStroke | prevalentHyp | diabetes | totChol | sysBP | diaBP | BMI | heartRate | glucose | TenYearCHD | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 39 | 4.0 | 0 | 0.0 | 0.0 | 0 | 0 | 0 | 195.0 | 106.0 | 70.0 | 26.97 | 80.0 | 77.0 | 0 |
| 1 | 0 | 46 | 2.0 | 0 | 0.0 | 0.0 | 0 | 0 | 0 | 250.0 | 121.0 | 81.0 | 28.73 | 95.0 | 76.0 | 0 |
| 2 | 1 | 48 | 1.0 | 1 | 20.0 | 0.0 | 0 | 0 | 0 | 245.0 | 127.5 | 80.0 | 25.34 | 75.0 | 70.0 | 0 |
| 3 | 0 | 61 | 3.0 | 1 | 30.0 | 0.0 | 0 | 1 | 0 | 225.0 | 150.0 | 95.0 | 28.58 | 65.0 | 103.0 | 1 |
| 4 | 0 | 46 | 3.0 | 1 | 23.0 | 0.0 | 0 | 0 | 0 | 285.0 | 130.0 | 84.0 | 23.10 | 85.0 | 85.0 | 0 |
| 5 | 0 | 43 | 2.0 | 0 | 0.0 | 0.0 | 0 | 1 | 0 | 228.0 | 180.0 | 110.0 | 30.30 | 77.0 | 99.0 | 0 |
| 6 | 0 | 63 | 1.0 | 0 | 0.0 | 0.0 | 0 | 0 | 0 | 205.0 | 138.0 | 71.0 | 33.11 | 60.0 | 85.0 | 1 |
| 7 | 0 | 45 | 2.0 | 1 | 20.0 | 0.0 | 0 | 0 | 0 | 313.0 | 100.0 | 71.0 | 21.68 | 79.0 | 78.0 | 0 |
| 8 | 1 | 52 | 1.0 | 0 | 0.0 | 0.0 | 0 | 1 | 0 | 260.0 | 141.5 | 89.0 | 26.36 | 76.0 | 79.0 | 0 |
| 9 | 1 | 43 | 1.0 | 1 | 30.0 | 0.0 | 0 | 1 | 0 | 225.0 | 162.0 | 107.0 | 23.61 | 93.0 | 88.0 | 0 |
| male | age | education | currentSmoker | cigsPerDay | BPMeds | prevalentStroke | prevalentHyp | diabetes | totChol | sysBP | diaBP | BMI | heartRate | glucose | TenYearCHD | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4228 | 0 | 50 | 1.0 | 0 | 0.0 | 0.0 | 0 | 1 | 1 | 260.0 | 190.0 | 130.0 | 43.67 | 85.0 | 260.0 | 0 |
| 4229 | 0 | 51 | 3.0 | 1 | 20.0 | 0.0 | 0 | 1 | 0 | 251.0 | 140.0 | 80.0 | 25.60 | 75.0 | NaN | 0 |
| 4230 | 0 | 56 | 1.0 | 1 | 3.0 | 0.0 | 0 | 1 | 0 | 268.0 | 170.0 | 102.0 | 22.89 | 57.0 | NaN | 0 |
| 4231 | 1 | 58 | 3.0 | 0 | 0.0 | 0.0 | 0 | 1 | 0 | 187.0 | 141.0 | 81.0 | 24.96 | 80.0 | 81.0 | 0 |
| 4232 | 1 | 68 | 1.0 | 0 | 0.0 | 0.0 | 0 | 1 | 0 | 176.0 | 168.0 | 97.0 | 23.14 | 60.0 | 79.0 | 1 |
| 4233 | 1 | 50 | 1.0 | 1 | 1.0 | 0.0 | 0 | 1 | 0 | 313.0 | 179.0 | 92.0 | 25.97 | 66.0 | 86.0 | 1 |
| 4234 | 1 | 51 | 3.0 | 1 | 43.0 | 0.0 | 0 | 0 | 0 | 207.0 | 126.5 | 80.0 | 19.71 | 65.0 | 68.0 | 0 |
| 4235 | 0 | 48 | 2.0 | 1 | 20.0 | NaN | 0 | 0 | 0 | 248.0 | 131.0 | 72.0 | 22.00 | 84.0 | 86.0 | 0 |
| 4236 | 0 | 44 | 1.0 | 1 | 15.0 | 0.0 | 0 | 0 | 0 | 210.0 | 126.5 | 87.0 | 19.16 | 86.0 | NaN | 0 |
| 4237 | 0 | 52 | 2.0 | 0 | 0.0 | 0.0 | 0 | 0 | 0 | 269.0 | 133.5 | 83.0 | 21.47 | 80.0 | 107.0 | 0 |